Skip to main content
Top
Published in: BMC Medical Research Methodology 1/2014

Open Access 01-12-2014 | Research article

Modeling trajectories of perceived leg exertion during maximal cycle ergometer exercise in children and adolescents

Authors: Marianne Huebner, Zhen Zhang, Terry Therneau, Patrick McGrath, Paolo Pianosi

Published in: BMC Medical Research Methodology | Issue 1/2014

Login to get access

Abstract

Background

Borg developed scales for rating pain and perceived exertion in adults that have also been used in pediatric populations. Models describing functional relationships between perceived exertion and work capacity have not been studied in children. We compared different models and their fits to individual trajectories and assessed the variability in these trajectories.

Methods

Ratings of perceived exertion (RPE) were collected from 79 children. Progressive cycle ergonometric testing was performed to maximal work capacity with test duration ranging from 6‐ 12 minutes. Ratings were obtained during each 1‐minute increment. Work was normalized to individual maximal work capacity (Wmax). A delay was defined as the fraction of Wmax at which point an increase in ratings of leg fatigue occurred. Such a delay term allows the characterization of trajectories for children whose ratings were initially constant with increasing work. Two models were considered, a delay model and a power model that is commonly used to analyze Borg ratings. Individual model fit was assessed with root mean squared error (RMSE). Functional clustering algorithms were used to identify patterns.

Results

Leg tiredness developed quickly for some children while for others there was a delay before an in‐ creased ratings of leg exertion occurred with increasing work. Models for individual trajectories with the smallest RMSE included a delay and a quadratic term (quadratic‐delay model), or a power function and a delay term (power‐delay model) compared to a simple power function. The median delay was 40% Wmax (interquartile range (IQR): 26‐49%) in a quadratic‐delay model, while the median exponent was 1.03 (IQR: 0.83‐1.78) in a power‐delay model. Nine clusters were identified showing linear or quadratic patterns with or without a delay. Cluster membership did not depend on age, gender or diagnosis.

Conclusion

Children and adolescents vary widely in their capacity to rate their perceptions and exhibit different functional relationships between ratings of perceived exertion and work capacity normalized across individuals. Models including a delay term, a linear component, or a power function can describe these individual trajectories of perceived leg exertion during incremental exercise to voluntary exhaustion.
Appendix
Available only for authorised users
Literature
1.
go back to reference Borg G: Perceived exertion as an indicator of somatic stress. Scand J Rehab Med. 1970, 2: 92-98. Borg G: Perceived exertion as an indicator of somatic stress. Scand J Rehab Med. 1970, 2: 92-98.
2.
go back to reference Pfeiffer KA, Pivarnik JM, Womack CJ, Reeves MJ, Malina RM: Reliability and validity of the Borg and OMNI rating of perceived exertion scales in adolescent girls. Med Sci Sports Exer. 2002, 34: 2057-2061. 10.1097/00005768-200212000-00029.CrossRef Pfeiffer KA, Pivarnik JM, Womack CJ, Reeves MJ, Malina RM: Reliability and validity of the Borg and OMNI rating of perceived exertion scales in adolescent girls. Med Sci Sports Exer. 2002, 34: 2057-2061. 10.1097/00005768-200212000-00029.CrossRef
3.
go back to reference Hommerding PX, Donadio MVF, Paim TF, Marostica PJC: The borg scale is accurate in children and adolescents older than 9 years with cystic fibrosis. Resp Care. 2010, 55: 729-733. Hommerding PX, Donadio MVF, Paim TF, Marostica PJC: The borg scale is accurate in children and adolescents older than 9 years with cystic fibrosis. Resp Care. 2010, 55: 729-733.
4.
go back to reference Mahon AD, Marsh ML: Individual differences in perceived exertion assessed by two new methods. Int J Sports Med. 1992, 13: 567-571. 10.1055/s-2007-1024566.CrossRefPubMed Mahon AD, Marsh ML: Individual differences in perceived exertion assessed by two new methods. Int J Sports Med. 1992, 13: 567-571. 10.1055/s-2007-1024566.CrossRefPubMed
5.
go back to reference Marks LE, Borg G, Ljunggren G: Individual differences in perceived exertion assessed by two new methods. Percept & Psychophys. 1983, 3: 280-288.CrossRef Marks LE, Borg G, Ljunggren G: Individual differences in perceived exertion assessed by two new methods. Percept & Psychophys. 1983, 3: 280-288.CrossRef
6.
go back to reference Eston R: What do we really know about children’s ability to perceive exertion? Time to consider the bigger picture. Ped Exer Sci. 2009, 21: 377-383. Eston R: What do we really know about children’s ability to perceive exertion? Time to consider the bigger picture. Ped Exer Sci. 2009, 21: 377-383.
7.
go back to reference Lamb KL: Children’s ratings of effort during cycle ergometry: an examination of the validity of two effort rating scales. Pediatric Exerc Sci. 1995, 7: 407-421. Lamb KL: Children’s ratings of effort during cycle ergometry: an examination of the validity of two effort rating scales. Pediatric Exerc Sci. 1995, 7: 407-421.
8.
go back to reference Borg G: A ratio scaling method for inter‐individual comparisons. Reports from the Institute of Appl Psychol, University of Stockholm, Stockholm, Sweden. 1972, 27: Borg G: A ratio scaling method for inter‐individual comparisons. Reports from the Institute of Appl Psychol, University of Stockholm, Stockholm, Sweden. 1972, 27:
9.
go back to reference Borg G: Ratings of perceived exertion and heart rates during short‐term cycle exercise and their use in a new cycling strength test. Int J Sports Med. 1982, 3: 153-158. 10.1055/s-2008-1026080.CrossRefPubMed Borg G: Ratings of perceived exertion and heart rates during short‐term cycle exercise and their use in a new cycling strength test. Int J Sports Med. 1982, 3: 153-158. 10.1055/s-2008-1026080.CrossRefPubMed
10.
go back to reference Borg E, Kaijser L: A comparisons between three rating scales for perceived exertion and two different work tests. Scand J Med Sci Sports. 2006, 16: 57-69.CrossRefPubMed Borg E, Kaijser L: A comparisons between three rating scales for perceived exertion and two different work tests. Scand J Med Sci Sports. 2006, 16: 57-69.CrossRefPubMed
11.
go back to reference McGrath PJ, Pianosi PT, Unruh AM, Buckley CP: Dalhousie dyspnea scales: construct and content validity of pictorial scales for measuring dyspnea. BMC Pediatr. 2005, 5: 5-33. 10.1186/1471-2431-5-5.CrossRef McGrath PJ, Pianosi PT, Unruh AM, Buckley CP: Dalhousie dyspnea scales: construct and content validity of pictorial scales for measuring dyspnea. BMC Pediatr. 2005, 5: 5-33. 10.1186/1471-2431-5-5.CrossRef
12.
go back to reference Kearon MC, Summers E, Jones NL, Campbell EJM, Killian KJ: Effort and dyspnea during work of varying intensity and duration. Eur Respir J. 1991, 4: 917-925.PubMed Kearon MC, Summers E, Jones NL, Campbell EJM, Killian KJ: Effort and dyspnea during work of varying intensity and duration. Eur Respir J. 1991, 4: 917-925.PubMed
13.
go back to reference Barkley JE, Roemmich JN: Validity of the CALER and OMNI‐bike ratings of perceived exertion. Med Sci Sports Exer. 2008, 40: 760-766. 10.1249/MSS.0b013e318161729b.CrossRef Barkley JE, Roemmich JN: Validity of the CALER and OMNI‐bike ratings of perceived exertion. Med Sci Sports Exer. 2008, 40: 760-766. 10.1249/MSS.0b013e318161729b.CrossRef
14.
go back to reference Bar‐Or O: Age‐related changes in exercise perception. Physical Work and Effort G. Borg (ED). 1977, Solna, Sweden: Pergamon Press, 255-256.CrossRef Bar‐Or O: Age‐related changes in exercise perception. Physical Work and Effort G. Borg (ED). 1977, Solna, Sweden: Pergamon Press, 255-256.CrossRef
15.
go back to reference Killian KJ, Summers E, Jones NL, Campbell EJM: Dyspnea and leg effort during incremental cycle ergometry. Am Rev Respir Dis. 1992, 145: 1339-1345. 10.1164/ajrccm/145.6.1339.CrossRefPubMed Killian KJ, Summers E, Jones NL, Campbell EJM: Dyspnea and leg effort during incremental cycle ergometry. Am Rev Respir Dis. 1992, 145: 1339-1345. 10.1164/ajrccm/145.6.1339.CrossRefPubMed
16.
go back to reference Byrd RH, Lu P, Nocedal J, Zhu C: A limited memory algorithm for bound constrained optimization. SIAM J Sci Comput. 1995, 16: 1190-1208. 10.1137/0916069.CrossRef Byrd RH, Lu P, Nocedal J, Zhu C: A limited memory algorithm for bound constrained optimization. SIAM J Sci Comput. 1995, 16: 1190-1208. 10.1137/0916069.CrossRef
17.
go back to reference Brooks SP, Gelman A: General methods for monitoring convergence of iterative simulations. J Comput Graph Stat. 1998, 7: 434-455. Brooks SP, Gelman A: General methods for monitoring convergence of iterative simulations. J Comput Graph Stat. 1998, 7: 434-455.
18.
go back to reference Celeux G, Forbes F, Robert CP, Titterington DM: Deviance information criteria for missing data models’. Bayesian Anal. 2006, 1: 651-673. 10.1214/06-BA122.CrossRef Celeux G, Forbes F, Robert CP, Titterington DM: Deviance information criteria for missing data models’. Bayesian Anal. 2006, 1: 651-673. 10.1214/06-BA122.CrossRef
20.
go back to reference Swain KE, Rosenkranz SK, Beckman B, Harms AC: Expiratory flow limitation during exercise in prepubescent boys and girls: prevalence and limitations. J Appl Physiol. 2010, 108: 1267-1274. 10.1152/japplphysiol.00123.2009.CrossRefPubMed Swain KE, Rosenkranz SK, Beckman B, Harms AC: Expiratory flow limitation during exercise in prepubescent boys and girls: prevalence and limitations. J Appl Physiol. 2010, 108: 1267-1274. 10.1152/japplphysiol.00123.2009.CrossRefPubMed
21.
go back to reference Piaget J: La Psychologie de l’Intelligence. 1966, Paris: Armand Colin Piaget J: La Psychologie de l’Intelligence. 1966, Paris: Armand Colin
22.
go back to reference Groslambert A, Mahon AD: Perceived exertion. Influence of age and cognitive development. Sports Med. 2006, 36: 911-928. 10.2165/00007256-200636110-00001.CrossRefPubMed Groslambert A, Mahon AD: Perceived exertion. Influence of age and cognitive development. Sports Med. 2006, 36: 911-928. 10.2165/00007256-200636110-00001.CrossRefPubMed
Metadata
Title
Modeling trajectories of perceived leg exertion during maximal cycle ergometer exercise in children and adolescents
Authors
Marianne Huebner
Zhen Zhang
Terry Therneau
Patrick McGrath
Paolo Pianosi
Publication date
01-12-2014
Publisher
BioMed Central
Published in
BMC Medical Research Methodology / Issue 1/2014
Electronic ISSN: 1471-2288
DOI
https://doi.org/10.1186/1471-2288-14-4

Other articles of this Issue 1/2014

BMC Medical Research Methodology 1/2014 Go to the issue